| Literature DB >> 35317081 |
May A Beydoun1, Jordan Weiss2, Hind A Beydoun3, Marie T Fanelli-Kuczmarski1, Sharmin Hossain1, Ziad W El-Hajj4, Michele K Evans1, Alan B Zonderman1.
Abstract
Introduction: Racial disparities in Alzheimer's disease (AD) and all-cause dementia (DEMENTIA) incidence may exist differentially among men and women, with unknown mechanisms.Entities:
Keywords: Alzheimer's disease; aging; dementia; modifiable risk factors; racial disparities; structural equations modeling
Year: 2022 PMID: 35317081 PMCID: PMC8924949 DOI: 10.1002/trc2.12275
Source DB: PubMed Journal: Alzheimers Dement (N Y) ISSN: 2352-8737
FIGURE 1Full generalized structural equation model (GSEM) and hypothesized pathway. AD = Alzheimer's disease; ALCOHOL = alcohol consumption, z‐score; COGN = cognitive performance principal component variable (four measured variables); DIET/NUTR = diet and nutritional biomarkers z‐score variable (two dietary quality measures and four nutritional biomarkers); HEALTH = health‐related factors as mean of z‐scores for allostatic load, self‐rated health, co‐morbidity index and body mass index; LIFESTYLE = lifestyle‐related factors composed of social support, physical activity, diet/nutritional biomarkers, smoking, and alcohol consumption using means of z‐scores for related measured variables; MA = Mexican American; NHANES III = Third National Health and Nutrition Examination Survey; NHB = non‐Hispanic Black; NHW = non‐Hispanic White; PA = physical activity z‐score variable (three measured variables); RACE_ETHN = racial/ethnic contrast; SES = socio‐economic status mean of z‐scores composed of poverty income ratio and education (years); SMOKING = smoking z‐score variable (two measured variables); SS = social support z‐score variable (five measured variables). See Methods section for more details. Notes: Plain arrows are statistically significant associations (P < 0.05) within the hypothesized pathway; dashed arrows are statistically significant associations (P < 0.05) outside the hypothesized pathway
Baseline characteristics of selected participants by race/ethnicity among older men and women (≥60 years)
| Men | Women | |||||||
|---|---|---|---|---|---|---|---|---|
| Selected participant characteristics | NHW | NHB | MA | Other | NHW | NHB | MA | Other |
| Weighted population % | 86.3% | 7.7% | 2.3% | 3.7% | 85.5% | 8.1% | 2.0% | 4.4% |
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| Age (years) | 70.1 ± 0.2 | 69.5 ± 0.5 | 68.2 ± 0.5 | 68.6 ± 0.7 | 71.5 ± 0.4 | 69.9 ± 0.5 | 67.9 ± 0.5 | 67.9 ± 0.6 |
| Urban/rural area of residence | ||||||||
| Urban | 40.6 ± 5.1 | 52.3 ± 5.8 | 46.6 ± 5.2 | 85.7 ± 7.7 | 38.6 ± 0.1 | 50.8 ± 0.1 | 53.5 ± 0.1** | 78.9 ± 0.1** |
| Rural | 59.4 ± 5.1 | 47.7 ± 5.8 | 53.4 ± 5.2 | 14.3 ± 7.7 | 61.4 ± 0.1 | 49.2 ± 0.1 | 46.5 ± 0.1 | 21.1 ± 0.1 |
| Household size | 2.07 ± 0.02 | 2.48 ± 0.09 | 3.26 ± 0.10 | 3.00 ± 0.23 | 1.77 ± 0.04 | 2.42 ± 0.09 | 3.11 ± 0.16 | 2.68 ± 0.26 |
| Marital status | ||||||||
| Never married | 3.5 ± 0.7 | 4.9 ± 1.0 | 2.1 ± 0.8 | 1.9 ± 1.4 | 3.9 ± 0.6 | 3.7 ± 0.7 | 3.6 ± 1.0 | 13.5 ± 5.7 |
| Married | 79.9 ± 1.1 | 60.2 ± 2.2 | 79.6 ± 2.0 | 75.2 ± 8.5 | 48.4 ± 1.8 | 26.5 ± 2.5 | 48.8 ± 3.4 | 33.8 ± 7.8 |
| Divorced | 4.8 ± 0.7 | 9.3 ± 1.5 | 4.0 ± 1.0 | 6.2 ± 3.6 | 6.4 ± 0.8 | 9.5 ± 2.0 | 7.4 ± 1.8 | 18.1 ± 4.2 |
| Widowed | 9.5 ± 0.8 | 16.9 ± 2.0 | 8.7 ± 1.8 | 8.6 ± 6.4 | 39.6 ± 1.8 | 52.5 ± 2.8 | 34.8 ± 3.3 | 26.5 ± 4.8 |
| Other | 2.3 ± 0.4 | 8.6 ± 1.4 | 5.5 ± 1.4 | 8.0 ± 6.0 | 1.7 ± 0.3 | 7.7 ± 1.7 | 5.4 ± 1.6 | 8.2 ± 2.8 |
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| Poverty income ratio | 3.39 ± 0.10 | 1.90 ± 0.10 | 1.91 ± 0.11 | 2.57 ± 0.33 | 2.91 ± 0.09 | 1.65 ± 0.10 | 1.56 ± 0.08 | 2.09 ± 0.23 |
| Education, years | 11.7 ± 0.2 | 8.5 ± 0.3 | 5.7 ± 0.3 | 9.8 ± 0.9 | 11.5 ± 0.1 | 9.5 ± 0.3 | 5.6 ± 0.3 | 9.0 ± 0.5 |
| SES z‐score | +0.51 ± 0.05 | −0.27 ± 0.05 | −0.59 ± 0.06 | +0.07 ± 0.19 | +0.35 ± 0.04 | −0.23 ± 0.05 | −0.70 ± 0.04 | −0.16 ± 0.10 |
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| 1995‐HEI total score | 66.7 ± 0.6 | 58.2 ± 0.7 | 63.6 ± 0.7 | 72.8 ± 2.0 | 70.6 ± 0.4 | 64.9 ± 0.6 | 66.9 ± 0.9 | 70.5 ± 1.7 |
| MAR total score | 77.3 ± 0.6 | 65.4 ± 0.9 | 70.4 ± 0.9 | 74.8 ± 2.3 | 72.0 ± 0.7 | 63.1 ± 0.8 | 65.1 ± 1.1 | 68.6 ± 1.6 |
| DIET z‐score | +0.21 ± 0.03 | −0.44 ± 0.04 | −0.10 ± 0.04 | +0.36 ± 0.12 | +0.20 ± 0.03 | −0.27 ± 0.04 | −0.14 ± 0.06 | +0.09 ± 0.09 |
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| Folate, ng/mL | 8.83 ± 0.26 | 6.12 ± 0.23 | 6.32 ± 0.35 | 8.17 ± 1.13 | 10.4 ± 0.4 | 7.1 ± 0.4 | 7.3 ± 0.5 | 9.3 ± 1.0 |
| Vitamin A, μg/dL | 65.9 ± 0.9 | 63.2 ± 1.20 | 59.3 ± 1.1 | 62.8 ± 2.50 | 63.5 ± 0.5 | 61.7 ± 1.0 | 55.4 ± 1.3 | 60.2 ± 2.6 |
| Total carotenoids, μg/dL | 76.3 ± 1.2 | 82.1 ± 2.3 | 79.6 ± 3.9 | 88.0 ± 8.2 | 90.0 ± 1.7 | 98.5 ± 3.5 | 91.3 ± 3.6 | 109.8 ± 6.9 |
| Vitamin E, μg/dL | 1325 ± 22 | 1128 ± 35 | 1205 ± 24.6 | 1444 ± 182 | 1523 ± 17.0 | 1264 ± 28.5 | 1355 ± 33.9 | 1486 ± 129 |
| NUTR z‐score | −0.007 ± 0.025 | −0.190 ± 0.036 | −0.218 ± 0.047 | +0.042 ± 0.159 | +0.17 ± 0.03 | −0.03 ± 0.03 | −0.11 ± 0.05 | +0.18 ± 0.13 |
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| Compare activity for past mo to past y | ||||||||
| Less | 21.0 ± 1.2 | 21.4 ± 2.1 | 19.3 ± 3.1 | — | 25.4 ± 1.5 | 26.6 ± 2.3 | 32.0 ± 3.3 | 32.2 ± 6.9 |
| Same | 69.4 ± 1.7 | 71.5 ± 2.0 | 71.7 ± 3.1 | — | 64.1 ± 1.6 | 65.4 ± 2.2 | 61.6 ± 3.4 | 57.3 ± 7.5 |
| More | 9.6 ± 1.2 | 7.2 ± 1.7 | 9.0 ± 2.0 | — | 10.5 ± 1.0 | 8.0 ± 1.4 | 6.4 ± 1.5 | 10.5 ± 4.4 |
| Active compared with men/women your age | ||||||||
| Less | 16.2 ± 1.4 | 21.1 ± 1.9 | 21.7 ± 2.6 | 15.6 ± 6.1 | 15.1 ± 1.3 | 26.7 ± 2.6 | 29.8 ± 2.9 | 25.6 ± 5.8 |
| Same | 38.7 ± 1.7 | 45.8 ± 2.9 | 47.6 ± 3.2 | 39.6 ± 10.5 | 42.4 ± 1.6 | 46.0 ± 2.5 | 39.2 ± 3.6 | 35.6 ± 6.9 |
| More | 45.0 ± 1.9 | 33.1 ± 2.3 | 30.7 ± 3.0 | 44.8 ± 12.5 | 42.5 ± 1.7 | 27.3 ± 2.2 | 31.0 ± 3.2 | 38.7 ± 6.8 |
| Active now compared with self 10 y ago | ||||||||
| Less | 64.6 ± 1.6 | 61.4 ± 2.8 | 64.0 ± 3.0 | 54.8 ± 7.1 | 64.4 ± 2.0 | 68.7 ± 2.3 | 70.0 ± 3.2 | 62.8 ± 5.6 |
| Same | 30.0 ± 1.7 | 25.2 ± 2.5 | 27.9 ± 2.5 | 22.5 ± 6.5 | 28.6 ± 1.5 | 18.6 ± 2.0 | 26.5 ± 3.1 | 27.0 ± 4.2 |
| More | 5.3 ± 0.9 | 13.3 ± 1.9 | 8.0 ± 1.7 | 22.7 ± 8.3 | 7.0 ± 1.1 | 12.7 ± 1.5 | 3.4 ± 0.8 | 10.2 ± 5.2 |
| PA z‐score | +0.08 ± 0.02 | +0.04 ± 0.05 | +0.01 ± 0.05 | +0.10 ± 0.17 | +0.06 ± 0.03 | −0.08 ± 0.04 | −0.18 ± 0.05 | −0.02 ± 0.11 |
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| No. cigarettes/day | 8.88 ± 0.49 | 7.34 ± 0.38 | 5.82 ± 0.53 | 6.74 ± 2.37 | 4.53 ± 0.32 | 2.80 ± 0.34 | 1.64 ± 0.30 | 2.44 ± 0.65 |
| Years smoked cigarettes | 11.5 ± 0.7 | 12.6 ± 0.8 | 9.7 ± 1.1 | 9.2 ± 4.2 | 6.18 ± 0.48 | 4.48 ± 0.65 | 3.22 ± 0.54 | 4.28 ± 1.37 |
| SMOKING z‐score | +0.40 ± 0.05 | +0.35 ± 0.05 | +0.16 ± 0.06 | +0.20 ± 0.27 | −0.02 ± 0.03 | −0.19 ± 0.04 | −0.30 ± 0.03 | −0.22 ± 0.08 |
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| +8.52 ± 1.16 | 7.11 ± 1.12 | 5.58 ± 0.80 | 10.1 ± 4.51 | 3.05 ±0.45 | 0.93 ± 0.23 | 1.15 ± 0.34 | 0.83 ± 0.62 |
| ALCOHOL z‐score | +0.33 ± 0.09 | +0.23 ± 0.08 | +0.12 ± 0.06 | +0.45 ± 0.33 | −0.07 ± 0.03 | −0.22 ± 0.02 | −0.21 ± 0.03 | −0.23 ± 0.05 |
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| (1) In a typical week, how many times do you talk on the telephone with family, friends, or neighbors? | 7.3 ± 0.4 | 9.6 ± 1.0 | 4.4 ± 0.4 | 5.3 ± 1.1 | 13.2 ± 0.5 | 16.9 ± 1.3 | 9.8 ± 0.9 | 10.0 ± 2.2 |
| (2) How often do you get together with friends or relatives; I mean things like going out together or visiting in each other's homes? (per year) | 113.4 ± 6.6 | 134.8 ± 7.7 | 105.7 ± 12.5 | 101.5 ± 26.8 | 136.4 ± 9.0 | 134.3 ± 7.6 | 120.1 ± 12.5 | 107.2 ± 10.5 |
| (3) About how often do you visit with any of your other neighbors, either in their homes or in your own? (per year) | 76.2 ± 4.4 | 93.9 ± 8.7 | 58.8 ± 6.5 | 77.9 ± 24.2 | 91.4 ± 7.7 | 88.7 ± 10.9 | 44.4 ± 7.8 | 98.3 ± 31.0 |
| (4) How often do you attend church or religious services? (per year) | 37.3 ± 2.4 | 38.4±2.6 | 37.9 ± 5.8 | 45.4 ± 13.1 | 43.4 ± 2.2 | 55.1 ± 3.4 | 52.4 ± 5.3 | 73.5 ± 21.9 |
| (5) Altogether, how often do you attend meetings of the clubs or organizations (per year) | 14.9 ± 1.1 | 10.4 ± 1.4 | 7.1 ± 3.7 | 18.5 ± 12.0 | 16.7 ± 1.4 | 16.0 ± 2.1 | 4.3 ± 1.5 | 8.1 ± 2.1 |
| SS z‐score | −0.08 ± 0.02 | −0.02 ± 0.03 | −0.18 ± 0.05 | −0.07 ± 0.10 | +0.08 ± 0.02 | +0.16 ± 0.04 | −0.08 ± 0.03 | +0.06 ± 0.10 |
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| Self‐rated health | ||||||||
| Excellent/Very Good | 39.5 ± 2.1 | 23.0 ± 2.0 | 21.0 ± 2.8 | 26.2 ± 6.9 | 40.9 ± 1.6 | 17.8 ± 1.6 | 11.3 ± 2.0 | 30.4 ± 6.2 |
| Good | 33.3 ± 1.5 | 34.2 ± 3.4 | 35.5 ± 3.6 | 39.7 ± 10.0 | 33.0 ± 1.1 | 31.3 ± 2.4 | 27.8 ± 3.5 | 32.2 ± 6.0 |
| Fair/Poor | 27.3 ± 1.6 | 42.8 ± 3.7 | 43.5 ± 2.4 | 34.1 ± 6.1 | 26.2 ± 1.2 | 51.0 ± 3.0 | 61.0 ± 4.0 | 37.3 ± 6.5 |
| Co‐morbidity index | 1.45 ± 0.06 | 1.18 ± 0.04 | 1.00 ± 0.06 | 1.26 ± 0.16 | 1.79 ± 0.10 | 1.65 ± 0.06 | 1.37 ± 0.07 | 1.34 ± 0.14 |
| Allostatic load, AL score | 2.73 ± 0.07 | 3.05 ± 0.08 | 3.00 ± 0.07 | 2.53 ± 0.24 | 2.62±0.06 | 3.21±0.09 | 3.03 ± 0.08 | 2.62±0.15 |
| BMI | 27.01 ± 0.14 | 26.44 ± 0.29 | 27.02 ± 0.23 | 26.44 ± 1.01 | 26.7 ± 0.2 | 29.9 ± 0.5 | 28.7 ± 0.5 | 26.7 ± 0.4 |
| HEALTH z‐score | −0.098 ± 0.026 | −0.020 ± 0.028 | −0.025 ± 0.026 | −0.139±0.085 | −0.078 ± 0.02 | 0.30 ± 0.04 | 0.21 ± 0.04 | −0.10 ± 0.05 |
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| WR‐CORR, (× ‐1) | −5.54 ± 0.03 | −5.06 ± 0.07 | −5.40 ± 0.05 | −5.64 ± 0.12 | −5.61 ± 0.02 | −5.15 ± 0.06 | −5.46 ± 0.05 | −5.58 ± 0.11 |
| WR‐TRIALS | +0.06 ± 0.01 | +0.07 ± 0.02 | +0.09 ± 0.02 | — | 0.029 ± 0.004 | 0.079 ± 0.020 | 0.085 ± 0.020 | 0.008 ± 0.007 |
| SR‐CORR, (× ‐1) | −4.14 ± 0.05 | −3.39 ± 0.11 | −3.38 ± 0.10 | −3.77±0.18 | −4.26 ± 0.05 | −3.56 ± 0.09 | −3.13 ± 0.08 | −3.52±0.16 |
| MATH‐INC | 0.42 ± 0.03 | 1.28 ± 0.11 | 1.02 ± 0.17 | 0.71 ± 0.43 | 0.66 ± 0.05 | 1.79 ± 0.11 | 1.73 ± 0.12 | 0.91 ± 0.29 |
| COGN PCA score | −0.38 ± 0.04 | +0.39 ± 0.12 | +0.15 ± 0.09 | −0.33 ± 0.21 | −0.44 ± 0.03 | +0.44 ± 0.10 | +0.39 ± 0.08 | −0.15 ± 0.16 |
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| 13.9 ± 1.2 | 15.1 ± 1.5 | 13.4 ± 2.5 | — | 19.7 ± 1.3 | 21.3 ± 2.2 | 16.9 ± 2.0 | 26.9 ± 5.2 |
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| 28.0 ± 1.4 | 29.2 ± 2.0 | 27.4 ± 3.2 | 23.3 ± 5.0 | 37.3 ± 1.5 | 40.2 ± 2.1 | 33.8 ± 2.6 | 40.4 ± 5.9 |
NHANES III, 1988‐1994 (unweighted N = 4592; weighted N = 35,551,773)
Abbreviations: AD = Alzheimer's Disease; ALCOHOL = alcohol consumption, z‐score; COGN = cognitive performance principal component variable (four measured variables); DIET/NUTR = diet and nutritional biomarkers z‐score variable (two dietary quality measures and four nutritional biomarkers); HEALTH = health‐related factors as mean of z‐scores for allostatic load, self‐rated health, co‐morbidity index and body mass index; LIFESTYLE = lifestyle‐related factors composed of social support, physical activity, diet/nutritional biomarkers, smoking and alcohol consumption using means of z‐scores for related measured variables; MA = Mexican American; N = number of participants; NHANES III = Third National Health and Nutrition Examination Survey; NHB = non‐Hispanic Black; NHW = non‐Hispanic White; PA = physical activity z‐score variable (three measured variables); PSU = Primary Sampling Unit; RACE_ETHN = racial/ethnic contrast; SEM = Standard Error of the Mean; SEP = Standard Error of the Proportion; SES = socio‐economic status mean of z‐scores composed of poverty income ratio and education (years); SMOKING = smoking z‐score variable (two measured variables); SR‐CORR = Story Recall test, correct items; SS = social support z‐score variable (five measured variables); WR‐CORR = Word Recall Test, Correct Items; WR‐TRIALS = Word Recall Test, number of trials.
Values are weighted means ± SEM or percent ± SEP, considering sampling design complexity (PSU and strata), across 5 imputations with 10 iterations.
Design‐based F‐test accounting for design complexity in terms of sampling weights, PSU and stratum, using multinomial logit models for categorical variables and linear regression for continuous variables, taking NHW as the referent category.
Other ethnicity among men was not presented for specific categorical variables, including AD dementia cumulative incidence (%), due to disclosure risk.
P < .05.
P < .01.
P < .001.
For null hypothesis of no difference between racial/ethnic groups, taking NHW as the referent category, based on linear and multinomial logit models with race/ethnicity as the only categorical variable for continuous and categorical study characteristic, respectively, taking into account sampling design complexity.
Racial/ethnic disparities in incident all‐cause and Alzheimer's Disease dementia among older men and women (≥60 years)
| NHB versus NHW | MA versus NHW | Other versus NHW | ||||
|---|---|---|---|---|---|---|
| Loge(HR) | (SE) | Loge(HR) | (SE) | Loge(HR) | (SE) | |
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| Model 1 |
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| (0.20) |
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| Model 2 | +0.07 | (0.13) |
| (0.24) |
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| Model 3 | −0.01 | (0.14) |
| (0.24) |
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| Model 4 | −0.04 | (0.14) |
| (0.24) |
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| Model 5 | −0.21 | (0.15) |
| (0.26) |
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| Model 1 |
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| +0.01 | (0.14) | +0.04 | (0.23) |
| Model 2 | +0.16 | (0.11) | −0.20 | (0.16) | −0.07 | (0.25) |
| Model 3 | +0.16 | (0.12) | −0.19 | (0.17) | −0.04 | (0.26) |
| Model 4 | +0.13 | (0.12) | −0.20 | (0.17) | −0.03 | (0.26) |
| Model 5 | +0.03 | (0.12) | −0.30 | (0.17) | −0.06 | (0.25) |
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| Model 1 | +0.25 | (0.17) | −0.16 | (0.29) | −1.2 | (0.66) |
| Model 2 | −0.03 | (0.19) | −0.58 | (0.37) | −1.7 | (0.68) |
| Model 3 | −0.18 | (0.23) | −0.55 | (0.37) | −1.9 | (0.76) |
| Model 4 | −0.20 | (0.23) | −0.55 | (0.37) | −1.8 | (0.74) |
| Model 5 | −0.45 | (0.26) | −0.64 | (0.40) | −1.6 | (0.68) |
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| Model 1 | +0.22 | (0.14) | −0.18 | (0.16) | +0.20 | (0.26) |
| Model 2 | +0.03 | (0.17) |
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| +0.02 | (0.33) |
| Model 3 | −0.04 | (0.18) |
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| +0.01 | (0.32) |
| Model 4 | −0.07 | (0.17) |
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| +0.01 | (0.32) |
| Model 5 | −0.20 | (0.17) |
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| −0.02 | (0.31) |
Unweighted N = 4592; Weighted N = 35551773): Cox proportional hazards models; NHANES III, 1988–1994
Abbreviations: AD = Alzheimer's Disease; ALCOHOL = alcohol consumption, z‐score; COGN = cognitive performance principal component variable (four measured variables); DIET/NUTR = diet and nutritional biomarkers z‐score variable (two dietary quality measures and four nutritional biomarkers); HEALTH = health‐related factors as mean of z‐scores for allostatic load, self‐rated health, co‐morbidity index and body mass index; HR = hazard ratio; LCL = Lower Confidence Limit; LIFESTYLE = lifestyle‐related factors composed of social support, physical activity, diet/nutritional biomarkers, smoking and alcohol consumption using means of z‐scores for related measured variables; MA = Mexican American; N = number of participants; NHANES III = Third National Health and Nutrition Examination Survey; NHB = non‐Hispanic Black; PSU = Primary Sampling Unit; NHW = non‐Hispanic White; PA = physical activity z‐score variable (three measured variables); RACE_ETHN = racial/ethnic contrast; SE = Standard Error; SES = socio‐economic status mean of z‐scores composed of poverty income ratio and education (years); SMOKING = smoking z‐score variable (two measured variables); SS = social support z‐score variable (five measured variables); UCL = Upper Confidence Limit. See Methods section for more details.
Values are β ± SE (Loge(HR)), considering sampling design complexity (PSU and strata), across 5 imputations with 10 iterations. HR and its 95% CI can be estimated as follows: HR = exp(Loge(HR)); LCL95pct = exp(LogeHR)‐1.96*SE); UCL95pct = exp(Loge(HR)+1.96*SE).
Model 1: adjusted for age; Model 2: adjusted for age and other demographic factors (household size, marital status, urban‐rural area of residence) and SES score; Model 3: Model 2 further adjusted for lifestyle‐related factors (average of z‐scores of measured variables for SMOKING, ALCOHOL, DIET, NUTR, SS, and PA); Model 4: Model 3 + health‐related factors (HEALTH score); Model 5: Full model: Model 4 + cognitive test PCA score. Findings from “other ethnicity” among men was not presented due to small number of events for AD and disclosure risk.
P < .05 for sex × RACE_ETHN interaction in unstratified model.
P < .05.
P < .01.
P < .001.
for null hypothesis of Loge(HR) = 0.
FIGURE 2Generalized structural equation model (GSEM) findings for three race/ethnicity contrasts among men and women, NHANES III (1988‐1994): Final eligible sample (N = 4592). AD = Alzheimer's Disease; ALCOHOL = alcohol consumption, z‐score; COGN = Cognitive performance principal component variable (four measured variables); DIET/NUTR = diet and nutritional biomarkers z‐score variable (two dietary quality measures and four nutritional biomarkers); HEALTH = health‐related factors as mean of z‐scores for allostatic load, self‐rated health, co‐morbidity index and body mass index; LIFESTYLE = lifestyle‐related factors composed of social support, physical activity, diet/nutritional biomarkers, smoking and alcohol consumption using means of z‐scores for related measured variables; MA = Mexican American; N = Number of participants; NHANES III = Third National Health and Nutrition Examination Survey; NHB = non‐Hispanic Black; NHW = non‐Hispanic White; PA = physical activity z‐score variable (three measured variables); RACE_ETHN = racial/ethnic contrast; SES = socio‐economic status mean of z‐scores composed of poverty income ratio and education (years); SMOKING = smoking z‐score variable (two measured variables); SS = social support z‐score variable (five measured variables); TE = total effect; See Methods section for more details. Notes: Plain arrows are statistically significant associations (P < .05) within the hypothesized pathway; dashed arrows are statistically significant associations (P < .05) outside the hypothesized pathway; red arrows indicate positive (+) associations; blue arrows indicate inverse (−) associations
FIGURE 3Generalized structural equation model (GSEM) findings for non‐White versus NHW racial/ethnic contrast versus DEMENTIA, NHANES III (1988‐1994): Final eligible sample (N = 4592). ALCOHOL = alcohol consumption, z‐score; COGN = cognitive performance principal component variable (four measured variables); DIET/NUTR = diet and nutritional biomarkers z‐score variable (two dietary quality measures and four nutritional biomarkers); HEALTH = health‐related factors as mean of z‐scores for allostatic load, self‐rated health, co‐morbidity index, and body mass index; LIFESTYLE = lifestyle‐related factors composed of social support, physical activity, diet/nutritional biomarkers, smoking, and alcohol consumption using means of z‐scores for related measured variables; MA = Mexican American; N = number of participants; N' = number of observations; NHANES III = Third National Health and Nutrition Examination Survey; NHB = non‐Hispanic Black; NHW = non‐Hispanic White; PA = physical activity z‐score variable (three measured variables); RACE_ETHN = racial/ethnic contrast; SES = socio‐economic status mean of z‐scores composed of poverty income ratio and education (years); SMOKING = smoking z‐score variable (two measured variables); SS = social support z‐score variable (five measured variables); TE = total effect; see Methods section for more details. Notes: Plain arrows are statistically significant associations (P < 0.05) within the hypothesized pathway; dashed arrows are statistically significant associations (P < 0.05) outside the hypothesized pathway; red arrows indicate positive (+) associations; blue arrows indicate inverse (−) associations
Direct effects of modifiable risk factors and cognitive performance from race/ethnicity (non‐White vs NHW) to incident all‐cause dementia among older adults (Agebase: 60+ years)
| (N' = 14 879) | ||
|---|---|---|
| Unweighted N' (both phases) | β | (SE), p |
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| RACE_ETHN→SES (β12) |
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| SES→SS (β23) |
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| SES→PA(β24) |
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| SES→DIET(β25) |
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| SES → NUTR (β26) |
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| SES → SMOKING (β27) |
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| SES → ALCOHOL (β28) |
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| SS → HEALTH (β39) | −0.013 | (0.023), |
| PA → HEALTH (β49) |
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| DIET → HEALTH (β59) |
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| NUTR → HEALTH (β69) | +0.007 | (0.020), |
| SMOKING → HEALTH (β79) | +0.025 | (0.016), |
| ALCOHOL → HEALTH (β89) | −0.024 | (0.012), |
| HEALTH → COGN (β910) | −0.013 | (0.030), |
| COGN → DEMENTIA (β1011) |
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| RACE_ETHN→DEMENTIA (β111) | −0.088 | (0.094), |
| SES → DEMENTIA (β211) | −0.059 | (0.070), |
| SS → DEMENTIA (β311) | −0.015 | (0.072), |
| PA → DEMENTIA (β411) |
|
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| DIET → DEMENTIA (β511) | −0.052 | (0.052), |
| NUTR → DEMENTIA (β611) | −0.019 | (0.060), |
| SMOKING → DEMENTIA (β711) | +0.010 | (0.065), |
| ALCOHOL→ DEMENTIA (β811) | +0.010 | (0.037), |
| HEALTH → DEMENTIA (β911) | −0.009 | (0.073), |
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| SES→HEALTH (β29) |
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| SES→COGN (β210) |
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| SS→COGN (β310) |
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| PA→COGN (β410) |
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| DIET→COGN (β510) |
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| NUTR→COGN (β610) | −0.050 | (0.032), |
| SMOKING→COGN (β710) | −0.007 | (0.022), |
| ALCOHOL→COGN (β810) |
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| RACE_ETHN→SS (β13) |
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| RACE_ETHN→PA(β14) | +0.002 | (0.054), |
| RACE_ETHN→DIET(β15) |
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| RACE_ETHN→NUTR(β16) | −0.032 | (0.046), |
| RACE_ETHN→SMOKING(β17) |
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| RACE_ETHN→ALCOHOL(β18) | −0.130 | (0.082), |
| RACE_ETHN→HEALTH(β19) |
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| RACE_ETHN→COGN(β110) |
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| RACE_ETHN → SES → DEMENTIA (βA) | ||
| 1 | +0.0329 | (0.0458) |
| 2 | +0.0409 | (0.0456) |
| 3 | +0.0434 | (0.0460) |
| 4 | +0.0411 | (0.0461) |
| 5 | +0.0354 | (0.0462) |
| Rubin's rule | +0.0396 | (0.0459) |
| RACE_ETHN → SES → LIFESTYLE → DEMENTIA (βB) | ||
| 1 |
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| 3 |
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| 5 |
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| RACE_ETHN → SES → LIFESTYLE → HEALTH → DEMENTIA (βC) | ||
| 1 | −0.00021 | (0.0021) |
| 2 | −0.00021 | (0.0021) |
| 3 | −0.00029 | (0.0020) |
| 4 | −0.00039 | (0.0022) |
| 5 | −0.00014 | (0.0021) |
| Rubin's rule | −0.00028 | (0.0021) |
| RACE_ETHN → SES → LIFESTYLE → HEALTH → COGN → DEMENTIA (βD) | ||
| 1 | −0.00006 | (0.00013) |
| 2 | −0.00006 | (0.00013) |
| 3 | −0.00005 | (0.00013) |
| 4 | −0.00007 | (0.00014) |
| 5 | −0.00006 | (0.00013) |
| Rubin's rule | −0.00006 | (0.00013) |
| RACE_ETHN → SES → LIFESTYLE→ COGN → DEMENTIA (βE) | ||
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| 5 |
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| RACE_ETHN → SES → COGN → DEMENTIA (βF) | ||
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| TOTAL EFFECT OF RACE_ETHN | +0.10 | (0.09), |
NHANES III, 1988–1994
Abbreviations: AD = Alzheimer's disease; ALCOHOL = alcohol consumption, z‐score; COGN = cognitive performance principal component variable (four measured variables); DIET/NUTR = diet and nutritional biomarkers z‐score variable (two dietary quality measures and four nutritional biomarkers); HEALTH = Health‐related factors as mean of z‐scores for allostatic load, self‐rated health, co‐morbidity index, and body mass index; LIFESTYLE = lifestyle‐related factors composed of social support, physical activity, diet/nutritional biomarkers, smoking and alcohol consumption using means of z‐scores for related measured variables; MA = Mexican American; N = number of participants; N' = number of observations; NHANES III = Third National Health and Nutrition Examination Survey; NHB = non‐Hispanic Black; NHW = non‐Hispanic White; PA = physical activity z‐score variable (three measured variables); RACE_ETHN = racial/ethnic contrast; SES = socio‐economic status mean of z‐scores composed of poverty income ratio and education (years); SMOKING = smoking z‐score variable (two measured variables); SS = Social Support z‐score variable (five measured variables). See Methods section for more details.
Values are path coefficients β ± SE or non‐linear combinations of path coefficients to compute selected indirect effects, considering sampling design complexity (PSU and strata), across 5 imputations with 10 iterations. For indirect effects, 1 through 5 represent estimates for each extracted imputation. Rubin's rule refers to pooled estimate across the 5 imputations using Rubin's rule for point estimates and standard errors. →DEMENTIA or →AD associations are interpreted as Logit(HR) of these incident outcomes per unit exposure, as are total effects of RACE_ETHN.
P < .05.
P < .01.
P < .001.
for null hypothesis of β = 0.